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Hardware Accelerators
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Classroom Contents
Adaptive Neural Networks for Agile TinyML - Keynote
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- 1 Intro
- 2 Challenges for tinyML
- 3 Towards Dynamic and Adaptive
- 4 Basics of Dynamic Inference
- 5 Relationship with Hardware
- 6 Examples Modeling Approaches
- 7 Throttleable Neural Networks (TNN)
- 8 Basic Intuitions on TNN
- 9 Controller Training
- 10 Early Results on Hardware
- 11 Selecting The Best Utilization
- 12 Object Detection using TNN
- 13 Example Metrics for Agility
- 14 Example Development Workflow
- 15 Hardware Accelerators
